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Practical Sketching Algorithms for Low-Rank Matrix Approximation

open access: yesSIAM Journal on Matrix Analysis and Applications, 2017
This paper describes a suite of algorithms for constructing low-rank approximations of an input matrix from a random linear image, or sketch, of the matrix.
Madeleine Udell   +2 more
exaly   +2 more sources
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Cancellation Controller Based on Fuzzy Relational Matrix and Comparison with Other Control Algorithms

IFAC Proceedings Volumes, 1994
Abstract In the paper the cancellation controller based on the inverse fuzzy relational model is presented. The inverse fuzzy relational model is obtained using the input error model. The proposed algorithm is implemented on nonlinear process which has varying time constant and the process gain according to the operating point. The comparison between
Igor Škrjanc, Drago Matko
openaire   +1 more source

Reconstruction of PET Images with a Compressed Monte Carlo Based System Matrix - a Comparison to Other Monte Carlo Based Algorithms

IEEE Nuclear Science Symposium Conference Record, 2005, 2006
A new method to compress the system matrix of a PET scanner calculated by Monte Carlo (MC) simulations is introduced. The proposed method reduces the size of the matrix drastically and allows a considerable reduction in the number of simulated particles.
N. Rehfeld, M. Fippel, M. Alber
openaire   +1 more source

A Singular Value Thresholding Algorithm for Matrix Completion

SIAM Journal on Optimization, 2010
Emmanuel Candès   +2 more
exaly  

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